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> ## palette MM Likert outcome (distractor photo correlated w photos observed)
> ## only target photos used for analysis
> ##
> ## August 9, 2019
> ##
> ## Kevin Quinn
> ## University of Michigan
> ##
> 
> library(MCMCpack)
Loading required package: coda
Loading required package: MASS
##
## Markov Chain Monte Carlo Package (MCMCpack)
## Copyright (C) 2003-2019 Andrew D. Martin, Kevin M. Quinn, and Jong Hee Park
##
## Support provided by the U.S. National Science Foundation
## (Grants SES-0350646 and SES-0350613)
##
> set.seed(160328)
> 
> mydata <- read.csv("../ScaleRaceSpring2017clean.csv")
> 
> ## subset data
> mydata <- mydata[mydata$condition %in% c("P1W", "P2B"),]
> 
> 
> ## keep target responses and photo IDs but nothing else
> target.inds <- c(6, 7, 10, 12, 15, 17, 19, 20, 22, 23)
> keep.vars <- c(paste("X", target.inds, "_Q329", sep=""),
+                paste("X", target.inds, "a.id", sep=""))
> 
> mydata.sub <- mydata[, keep.vars]
> 
> 
> 
> 
> ## reshape into long format
> mydata.sub.long <- reshape(mydata.sub, direction="long",
+                            varying=list(c(1:10), c(11:20)),
+                            v.names=c("Y", "photoID"),
+                            ids=rownames(mydata.sub))
> 
> ## keep only obs with non-missing values for MM
> mydata.sub.long <- na.omit(mydata.sub.long)
> 
> mydata.sub.long <- mydata.sub.long[sample(1:nrow(mydata.sub.long),
+                                           size=1000, replace=FALSE),]
> 
> cat("\n\nN =", nrow(mydata.sub.long), "\n\n") 


N = 1000 

> 
> 
> b2.M2.out <- MCMCoprobit(Y ~ as.factor(photoID), data=mydata.sub.long,
+                          burnin=50000, mcmc=1000000, thin=50, tune=0.055,
+                          verbose=10000, seed=1350
+                          )


MCMCoprobit iteration 1 of 1050000 
beta = 
   4.57145
   0.31273
   3.92486
  -1.19351
   1.35296
   1.03164
   0.39977
  -1.25156
   0.86363
   1.70298
  -0.66789
   1.35482
  -0.85028
  -0.34645
   0.93140
   2.08245
   0.23741
  -0.90544
  -0.80620
  -0.50291
   0.12420
   1.10447
   1.84528
   0.36194
  -3.97113
  -3.23042
  -3.17985
  -4.33111
  -2.09330
  -2.92558
  -4.45967
  -4.48511
  -5.15808
  -4.58526
  -3.93743
  -4.24600
  -5.14542
  -5.90000
  -4.47207
  -4.97776
  -3.34108
  -4.15576
  -3.51924
  -2.98631
  -4.51802
  -4.25308
  -1.58539
  -4.53671
Metropolis acceptance rate for gamma = 0.00000



MCMCoprobit iteration 10001 of 1050000 
beta = 
   4.13054
   0.16610
   3.70695
  -1.19741
   1.61745
   0.96596
   0.47640
  -1.16582
   1.19551
   1.92964
  -0.33242
   1.97043
  -0.50101
  -0.02503
   0.79544
   2.00498
   0.60013
  -1.23591
  -0.10286
  -0.87414
  -0.01762
   1.34287
   2.01153
   0.15982
  -3.11967
  -3.10465
  -2.84624
  -3.94489
  -2.44913
  -2.60940
  -4.06682
  -3.95268
  -5.16504
  -4.21472
  -3.38613
  -3.67857
  -4.45337
  -5.49640
  -4.16215
  -3.89549
  -2.61486
  -4.16681
  -3.38652
  -2.99930
  -4.06838
  -3.40680
  -1.85550
  -3.49096
Metropolis acceptance rate for gamma = 0.27727



MCMCoprobit iteration 20001 of 1050000 
beta = 
   3.85229
   1.02611
   4.43396
  -0.74834
   1.42329
   1.45363
   0.35529
  -1.18614
   1.57528
   2.08094
  -0.62580
   2.23959
  -0.48024
   0.12710
   1.09739
   2.58940
   1.08939
  -0.66487
   0.30191
   0.50466
   0.23551
   1.87621
   2.33934
   0.62100
  -3.09418
  -1.97086
  -2.83840
  -3.55471
  -1.35493
  -2.37895
  -4.31346
  -3.47896
  -4.27817
  -3.50860
  -3.67135
  -4.19597
  -4.10091
  -4.04589
  -3.54570
  -3.92899
  -2.98831
  -3.54385
  -3.09129
  -3.31242
  -3.66313
  -3.51637
  -1.76469
  -4.21889
Metropolis acceptance rate for gamma = 0.27819



MCMCoprobit iteration 30001 of 1050000 
beta = 
   3.89899
   0.84156
   4.23144
  -0.59008
   2.00093
   1.77811
   0.41686
  -1.13178
   1.37426
   1.60318
  -0.63860
   2.20183
  -0.04612
   0.06096
   0.50141
   2.43826
   1.38843
  -0.63369
   0.08501
  -0.28659
   0.69298
   1.78002
   1.96595
   0.63657
  -2.61266
  -2.85943
  -3.07952
  -3.29466
  -1.66063
  -2.57447
  -3.99904
  -3.07567
  -4.34690
  -3.91689
  -3.24361
  -3.83518
  -4.92659
  -4.53974
  -4.28349
  -3.72304
  -2.69137
  -4.20303
  -2.87846
  -3.04104
  -3.25920
  -4.11192
  -1.24853
  -3.89465
Metropolis acceptance rate for gamma = 0.27739



MCMCoprobit iteration 40001 of 1050000 
beta = 
   4.06316
   0.70157
   3.67745
  -0.74170
   1.47725
   1.07154
   0.52366
  -0.71189
   1.40804
   1.62498
  -0.54600
   2.24445
  -0.72948
   0.19483
   1.41939
   2.28579
   1.10492
  -1.24474
   0.14243
  -0.13484
   0.79516
   1.34249
   1.86128
   0.72592
  -3.03738
  -2.39688
  -2.91646
  -3.81662
  -1.76810
  -2.74104
  -4.17952
  -3.82370
  -4.54467
  -3.45774
  -3.31211
  -3.79961
  -4.50765
  -5.32535
  -4.37498
  -4.02947
  -3.31502
  -4.33762
  -3.28613
  -3.18727
  -3.88043
  -3.82301
  -1.60609
  -3.66618
Metropolis acceptance rate for gamma = 0.27809



MCMCoprobit iteration 50001 of 1050000 
beta = 
   4.29232
   0.54906
   4.05859
  -0.91915
   1.11997
   1.27550
   0.49165
  -0.94965
   1.62515
   2.05630
  -0.43380
   1.65844
  -0.37564
   0.20523
   0.02285
   2.57013
   0.70527
  -1.31310
  -0.01913
   0.00590
   0.12260
   1.52327
   2.21554
   0.41838
  -3.63492
  -2.92181
  -3.19462
  -4.15335
  -1.73252
  -2.72708
  -4.06266
  -3.88946
  -4.65871
  -4.31379
  -3.59130
  -4.03130
  -4.99542
  -4.95667
  -4.14754
  -4.42693
  -2.87172
  -3.77920
  -3.03089
  -3.11854
  -4.14097
  -4.07578
  -2.15643
  -3.87893
Metropolis acceptance rate for gamma = 0.27717



MCMCoprobit iteration 60001 of 1050000 
beta = 
   3.76098
   1.36782
   3.94134
  -0.42289
   1.17147
   1.61041
   0.87450
  -1.07306
   1.81234
   2.38794
  -0.24687
   2.14974
  -0.57510
   0.62546
   0.81174
   2.54070
   0.99735
  -0.77767
   0.25457
   0.31378
   0.43711
   1.58845
   2.26865
   0.52949
  -2.85897
  -2.31038
  -2.95604
  -3.83280
  -1.72248
  -2.28161
  -3.77023
  -3.73165
  -4.26055
  -4.00200
  -3.60126
  -3.40162
  -4.31010
  -4.85901
  -3.58629
  -3.63973
  -2.29666
  -3.65928
  -2.30015
  -2.42179
  -3.77407
  -3.34690
  -1.36109
  -3.45750
Metropolis acceptance rate for gamma = 0.27730



MCMCoprobit iteration 70001 of 1050000 
beta = 
   4.09217
   0.37006
   4.17054
  -0.45696
   1.25548
   1.42411
   0.37777
  -0.87069
   1.19278
   1.57135
  -0.19799
   1.82153
  -0.57809
  -0.04882
   0.55696
   1.88500
   0.72673
  -0.68433
   0.17815
  -0.05956
   0.92853
   1.31279
   1.64226
   0.29474
  -3.51475
  -2.63457
  -3.51786
  -3.85446
  -1.57459
  -1.97823
  -4.57569
  -3.40242
  -4.82124
  -4.31306
  -3.53433
  -4.09059
  -4.40677
  -5.02752
  -4.11564
  -4.30403
  -2.83741
  -4.11293
  -3.37658
  -2.97729
  -3.94053
  -3.26819
  -1.63217
  -3.82314
Metropolis acceptance rate for gamma = 0.27782



MCMCoprobit iteration 80001 of 1050000 
beta = 
   4.59478
  -0.46608
   3.36083
  -1.87896
   0.51440
   0.53955
  -0.15414
  -1.49751
   0.16960
   0.65977
  -0.64406
   0.97847
  -1.04357
  -0.46612
   0.14899
   1.38807
   0.38471
  -1.38722
  -0.91877
  -1.01541
  -0.19058
   0.70607
   1.39846
  -0.32691
  -3.94437
  -3.37103
  -3.94085
  -4.48023
  -2.40646
  -3.06525
  -4.66040
  -4.32142
  -5.12944
  -5.09008
  -3.68013
  -4.46295
  -4.92828
  -5.79325
  -4.34858
  -4.93971
  -3.49266
  -4.68052
  -3.48605
  -3.62456
  -4.55809
  -4.35520
  -2.27755
  -4.63067
Metropolis acceptance rate for gamma = 0.27887



MCMCoprobit iteration 90001 of 1050000 
beta = 
   4.44119
   0.34346
   3.28840
  -1.04255
   1.78841
   0.96563
   0.00358
  -1.44953
   1.13376
   1.84570
  -0.86363
   2.06596
  -0.58600
  -0.12329
   0.58168
   1.64334
   0.63374
  -1.34589
  -0.55648
  -0.16090
  -0.06587
   1.33768
   1.92013
  -0.43673
  -3.82701
  -3.06277
  -3.57215
  -4.38070
  -2.04211
  -2.84084
  -4.77186
  -4.31570
  -5.29088
  -3.88033
  -3.59764
  -4.21854
  -4.96249
  -5.22494
  -4.37331
  -4.61695
  -2.80720
  -4.40762
  -3.26511
  -3.42608
  -4.20213
  -3.86186
  -1.64216
  -4.83385
Metropolis acceptance rate for gamma = 0.27942



MCMCoprobit iteration 100001 of 1050000 
beta = 
   3.94566
   0.03909
   3.77454
  -0.74141
   1.55918
   1.14804
   0.61858
  -0.57015
   1.46088
   2.02553
  -0.59137
   2.44458
  -0.14011
  -0.00798
   0.88283
   2.13642
   0.29226
  -0.79113
  -0.18614
  -0.45402
   0.12912
   1.67458
   2.40354
   0.55145
  -2.90384
  -2.65896
  -3.20930
  -3.91782
  -1.96326
  -2.44057
  -3.84815
  -3.66494
  -4.50784
  -3.72121
  -3.29387
  -3.62607
  -4.11007
  -4.29794
  -3.86034
  -4.36524
  -2.72790
  -3.68745
  -3.38002
  -3.16924
  -3.43506
  -3.54077
  -2.14299
  -4.14796
Metropolis acceptance rate for gamma = 0.27987



MCMCoprobit iteration 110001 of 1050000 
beta = 
   3.87200
   1.07077
   3.61534
  -0.49043
   1.87762
   1.46108
   1.33426
  -1.03085
   1.27778
   2.15396
  -0.32803
   2.44378
  -0.69519
   0.68827
   1.11289
   2.28507
   1.01048
  -0.36037
  -0.00964
   0.71647
   0.71677
   1.40699
   2.36780
   0.55184
  -3.06323
  -2.24452
  -2.91804
  -3.46843
  -1.45026
  -2.53005
  -3.61017
  -3.59538
  -4.38924
  -4.34864
  -3.43676
  -4.12633
  -4.04369
  -5.06718
  -4.12011
  -3.77005
  -2.71127
  -3.44021
  -3.05327
  -2.74448
  -3.85291
  -3.05552
  -1.32546
  -3.78002
Metropolis acceptance rate for gamma = 0.28030



MCMCoprobit iteration 120001 of 1050000 
beta = 
   3.87834
   0.55308
   4.17087
  -0.65262
   1.03809
   1.17962
   0.92575
  -1.08719
   1.99208
   1.81644
  -0.50634
   2.25411
  -0.58043
   0.36917
   0.96062
   2.44421
   0.86135
  -0.53006
   0.48589
  -0.13062
   0.63523
   1.77724
   2.22499
   0.90433
  -3.28393
  -2.46554
  -2.55001
  -3.39625
  -1.87669
  -2.20945
  -3.83904
  -3.82764
  -4.93577
  -4.17284
  -3.37890
  -3.90731
  -4.58668
  -4.24949
  -4.02891
  -3.85066
  -2.58400
  -4.30125
  -2.84123
  -2.82807
  -3.83429
  -3.18359
  -1.57092
  -3.86309
Metropolis acceptance rate for gamma = 0.27976



MCMCoprobit iteration 130001 of 1050000 
beta = 
   3.96250
   0.72082
   3.89866
  -0.49901
   1.77484
   1.25291
   0.65569
  -0.83693
   1.55576
   2.04460
  -0.41806
   1.76321
  -0.14809
   0.24522
   0.87565
   1.78560
   1.01216
  -0.89603
  -0.41875
   0.29200
   0.05575
   1.71489
   2.44006
   0.35966
  -3.29132
  -2.58352
  -2.63626
  -3.42434
  -1.51407
  -2.58662
  -3.93339
  -4.11374
  -4.57483
  -4.18831
  -3.43720
  -3.47581
  -5.00301
  -4.68258
  -3.84436
  -3.92311
  -2.47522
  -4.22765
  -3.42540
  -2.87440
  -3.52779
  -3.86685
  -1.58569
  -3.90583
Metropolis acceptance rate for gamma = 0.27896



MCMCoprobit iteration 140001 of 1050000 
beta = 
   4.29282
   0.12585
   3.38298
  -1.17454
   1.44018
   0.59136
   0.39117
  -1.53630
   1.33762
   1.32795
  -0.77644
   1.31111
  -1.22703
  -0.45543
   0.33983
   1.72892
   0.14597
  -1.02751
  -0.35799
  -0.61242
   0.08784
   1.19808
   1.68443
  -0.35540
  -3.53521
  -2.82377
  -3.42809
  -4.00386
  -2.13288
  -2.57750
  -4.65870
  -4.11407
  -5.24430
  -4.51851
  -3.66291
  -4.25595
  -5.05913
  -6.15706
  -4.60218
  -4.69101
  -3.21857
  -4.24709
  -3.01396
  -2.99931
  -3.88455
  -4.31788
  -2.20798
  -4.03849
Metropolis acceptance rate for gamma = 0.27874



MCMCoprobit iteration 150001 of 1050000 
beta = 
   4.15312
   0.08170
   3.42947
  -1.09400
   1.24846
   1.20112
   0.42781
  -1.28670
   1.20404
   1.63610
  -0.71395
   1.72855
  -0.52393
   0.11044
   0.68594
   1.77974
   0.53395
  -0.86807
  -0.47445
  -0.35821
   0.78355
   1.49948
   1.72775
   0.30941
  -3.39802
  -2.75691
  -2.78681
  -3.51900
  -1.76169
  -2.70611
  -4.26428
  -4.18114
  -4.87252
  -4.25088
  -3.81053
  -4.34566
  -4.82964
  -5.40949
  -4.22083
  -4.37634
  -2.84732
  -3.94684
  -2.82512
  -3.20260
  -4.66227
  -4.20160
  -2.06460
  -3.50226
Metropolis acceptance rate for gamma = 0.27908



MCMCoprobit iteration 160001 of 1050000 
beta = 
   3.77219
   0.53648
   3.82566
  -0.68985
   1.53658
   1.38242
   0.72200
  -0.90194
   1.27294
   1.90843
  -0.12369
   2.01053
  -0.24894
   0.54225
   1.26755
   1.94269
   1.05008
  -0.35859
  -0.01149
  -0.04587
   1.00734
   1.34286
   2.27162
   0.04212
  -3.01147
  -2.09443
  -2.69883
  -3.58403
  -1.43116
  -2.30302
  -3.64199
  -3.37350
  -4.13590
  -3.81002
  -3.21210
  -3.34278
  -4.84329
  -4.50496
  -3.61227
  -4.13689
  -1.79345
  -3.26390
  -2.60330
  -2.53615
  -3.67410
  -2.98528
  -1.73834
  -3.56668
Metropolis acceptance rate for gamma = 0.27873



MCMCoprobit iteration 170001 of 1050000 
beta = 
   4.47471
   0.38664
   3.25742
  -1.37551
   1.04105
   0.38474
   0.05757
  -1.58162
   0.61363
   1.57759
  -0.67619
   0.98573
  -0.30833
  -0.12325
   0.62550
   1.56045
   0.24314
  -1.23510
  -0.69592
  -0.92323
  -0.26017
   0.94160
   1.83657
  -0.25093
  -3.76624
  -2.83902
  -3.54741
  -3.81288
  -1.87099
  -2.58607
  -5.16336
  -4.13534
  -5.04760
  -4.45863
  -3.94914
  -4.48395
  -4.89435
  -4.75511
  -4.51572
  -4.88471
  -3.90077
  -4.62750
  -3.25160
  -3.43517
  -4.18632
  -3.68847
  -2.10931
  -4.78801
Metropolis acceptance rate for gamma = 0.27882



MCMCoprobit iteration 180001 of 1050000 
beta = 
   3.55309
   1.31028
   4.61271
  -0.29734
   2.67066
   2.21797
   1.15647
  -0.06526
   2.47494
   2.67470
   0.30580
   2.85688
   0.80207
   0.80864
   1.44800
   3.43637
   1.54783
  -0.51346
   0.54049
  -0.27958
   0.85071
   2.24929
   2.82278
   1.15355
  -2.83930
  -1.78933
  -2.46859
  -3.24830
  -1.02325
  -2.00644
  -3.25793
  -2.77669
  -4.43449
  -3.32862
  -3.01076
  -3.39306
  -3.87529
  -4.91360
  -3.45740
  -3.27892
  -2.49589
  -3.41839
  -2.79860
  -2.30981
  -3.57407
  -3.05502
  -1.48436
  -3.27823
Metropolis acceptance rate for gamma = 0.27868



MCMCoprobit iteration 190001 of 1050000 
beta = 
   4.04839
   0.42146
   3.47343
  -1.03203
   1.19833
   1.10719
   0.70388
  -0.72971
   1.10235
   2.20700
  -0.32007
   1.52189
  -0.27325
   0.29298
   0.87661
   1.87453
   0.87199
  -0.71172
  -0.36600
   0.03335
   0.51750
   0.84255
   1.73525
   0.61683
  -3.17209
  -2.74140
  -3.31165
  -3.44581
  -1.80436
  -2.22556
  -4.78929
  -4.24386
  -4.64052
  -4.13377
  -3.19250
  -3.74597
  -4.29730
  -4.63207
  -4.13599
  -4.33858
  -3.01005
  -4.57451
  -2.78826
  -2.69934
  -3.70497
  -3.96374
  -2.04589
  -4.05617
Metropolis acceptance rate for gamma = 0.27898



MCMCoprobit iteration 200001 of 1050000 
beta = 
   4.10412
  -0.29168
   3.02379
  -1.01148
   0.90008
   0.98854
   0.28924
  -1.02178
   1.47884
   1.33213
  -0.84542
   1.71889
  -0.76064
  -0.44509
   0.79068
   1.53196
   0.77074
  -1.17063
  -0.29690
  -0.15862
   0.35188
   1.18894
   1.78624
   0.11675
  -3.16571
  -2.67002
  -2.91946
  -3.46151
  -1.40858
  -2.49459
  -4.34918
  -4.32965
  -4.64628
  -4.11829
  -3.34985
  -3.60354
  -4.47033
  -5.00703
  -3.70150
  -4.40237
  -3.09295
  -3.82700
  -3.24623
  -3.28345
  -3.58747
  -4.04981
  -1.66418
  -3.69427
Metropolis acceptance rate for gamma = 0.27845



MCMCoprobit iteration 210001 of 1050000 
beta = 
   3.91411
   0.64100
   3.55387
  -1.26978
   1.38128
   1.03059
   0.23585
  -1.32011
   1.63252
   1.60429
  -0.48088
   1.40717
  -0.65987
   0.21747
   0.90761
   2.23105
   0.64892
  -1.04316
  -0.15930
  -0.06506
   0.21072
   1.00316
   2.02038
   0.36212
  -3.53337
  -2.20652
  -2.81201
  -3.73289
  -1.83950
  -2.67188
  -3.74781
  -4.10444
  -4.73416
  -3.75547
  -3.49759
  -3.92511
  -4.52703
  -5.50608
  -3.73243
  -3.92496
  -2.82561
  -3.82439
  -2.68338
  -2.48679
  -3.54558
  -3.22259
  -1.52571
  -4.16394
Metropolis acceptance rate for gamma = 0.27794



MCMCoprobit iteration 220001 of 1050000 
beta = 
   4.45903
  -0.03639
   3.20628
  -1.21351
   0.92167
   0.81443
  -0.12476
  -1.45038
   0.83467
   1.55502
  -0.84090
   1.30011
  -0.53649
  -0.39778
   0.81137
   1.28504
   0.46070
  -1.27227
  -0.81039
  -0.69182
  -0.09303
   0.88801
   1.45158
   0.14635
  -3.76282
  -3.08494
  -3.78859
  -3.95859
  -1.55131
  -2.86574
  -4.35478
  -4.61831
  -5.34333
  -4.41040
  -3.91260
  -4.27785
  -5.37906
  -5.05262
  -4.73964
  -4.77300
  -2.94221
  -4.18925
  -3.03020
  -3.52121
  -4.16955
  -3.76293
  -1.65594
  -4.05768
Metropolis acceptance rate for gamma = 0.27802



MCMCoprobit iteration 230001 of 1050000 
beta = 
   4.27586
   0.29606
   3.77813
  -0.80285
   1.39301
   1.19703
   0.16773
  -1.00059
   1.08266
   2.05334
  -0.73546
   2.05862
  -0.52430
  -0.14702
   0.88459
   2.15643
   0.65846
  -0.64275
  -0.28117
  -0.09356
   0.64339
   1.74850
   1.71856
   0.45696
  -3.21455
  -2.76451
  -3.79299
  -3.70444
  -2.01890
  -2.56928
  -4.39550
  -3.86512
  -4.78027
  -3.91097
  -3.88667
  -4.19004
  -5.02913
  -5.73252
  -3.97623
  -4.89517
  -3.00215
  -4.05907
  -3.22555
  -3.01551
  -4.18647
  -3.66461
  -1.55906
  -4.56461
Metropolis acceptance rate for gamma = 0.27769



MCMCoprobit iteration 240001 of 1050000 
beta = 
   3.83334
   0.33036
   3.97364
  -0.77681
   1.47614
   1.13774
   0.34974
  -0.65540
   1.65369
   1.81374
  -0.52651
   2.71394
  -0.55107
   0.31956
   1.11435
   2.52424
   0.46838
  -0.88909
   0.05920
  -0.22734
   0.80772
   1.79985
   1.76692
   0.55260
  -3.02924
  -1.95035
  -3.08584
  -3.16224
  -1.25582
  -2.18479
  -4.07648
  -3.56681
  -4.50633
  -3.50927
  -2.95525
  -3.30166
  -4.64354
  -5.34671
  -4.11665
  -4.24620
  -2.47092
  -4.00610
  -2.67165
  -3.01407
  -3.57831
  -3.77395
  -2.10075
  -3.38991
Metropolis acceptance rate for gamma = 0.27789



MCMCoprobit iteration 250001 of 1050000 
beta = 
   3.82137
   0.87299
   3.81924
  -0.86001
   1.50426
   1.60568
   1.10323
  -0.92708
   1.53777
   1.74417
  -0.36319
   2.26068
  -0.05632
   0.56810
   1.09333
   2.43066
   1.01731
  -0.31013
   0.38260
   0.43858
   0.61569
   1.77336
   1.86394
   0.44223
  -3.11754
  -2.04474
  -2.91020
  -3.17377
  -1.15466
  -1.88737
  -4.29504
  -3.95974
  -4.32156
  -3.58687
  -3.16463
  -3.74502
  -4.52382
  -4.63217
  -3.90564
  -3.73494
  -2.71753
  -3.43722
  -2.79054
  -2.86940
  -4.11143
  -3.49764
  -1.72928
  -3.57358
Metropolis acceptance rate for gamma = 0.27779



MCMCoprobit iteration 260001 of 1050000 
beta = 
   3.94709
   0.14325
   4.50581
  -0.81884
   1.51018
   1.24795
   0.75996
  -0.90131
   1.57914
   2.09189
  -0.63240
   1.96562
  -0.87506
   0.25284
   1.39280
   2.25751
   0.96231
  -0.86082
  -0.47823
  -0.60310
   0.53502
   1.38188
   2.25045
   0.64802
  -3.45660
  -2.33286
  -2.68643
  -3.80703
  -1.29717
  -2.62131
  -4.01574
  -3.75571
  -4.23878
  -3.70425
  -3.31369
  -3.64386
  -4.31262
  -4.76892
  -4.20110
  -4.12662
  -2.35248
  -3.81768
  -3.16802
  -3.20388
  -3.53253
  -3.63526
  -1.89058
  -3.66821
Metropolis acceptance rate for gamma = 0.27784



MCMCoprobit iteration 270001 of 1050000 
beta = 
   4.42298
   0.42188
   3.92467
  -1.48931
   1.07093
   1.09157
   0.62387
  -0.98778
   1.39114
   1.92902
  -0.54983
   1.46043
  -0.78031
  -0.23541
   0.59848
   2.15551
   0.66601
  -1.24160
  -0.20342
  -0.72738
   0.33523
   0.81015
   1.85583
   0.28219
  -3.69364
  -2.62049
  -3.52640
  -4.36917
  -1.82987
  -2.75791
  -4.52491
  -4.18521
  -5.26151
  -4.29411
  -3.21576
  -4.47059
  -4.85349
  -5.22880
  -4.44732
  -4.84487
  -2.58325
  -4.73080
  -3.46609
  -3.15675
  -4.61009
  -3.86320
  -2.21281
  -4.50687
Metropolis acceptance rate for gamma = 0.27807



MCMCoprobit iteration 280001 of 1050000 
beta = 
   3.87733
   0.71239
   3.68157
  -0.75963
   1.61413
   1.46489
   0.76950
  -0.55982
   1.57306
   1.54415
  -0.80801
   2.61018
  -0.53781
   0.39270
   0.72930
   2.19416
   0.91737
  -0.81732
   0.03961
   0.23879
   0.64156
   1.54476
   2.08001
   0.30923
  -2.89870
  -2.64989
  -2.50131
  -3.60924
  -1.74641
  -2.73652
  -3.30798
  -3.37260
  -4.66613
  -3.77235
  -3.32390
  -3.84066
  -4.69617
  -4.18298
  -3.66224
  -4.69197
  -2.44796
  -3.55093
  -2.94046
  -3.01796
  -3.35696
  -3.29885
  -1.62908
  -3.81743
Metropolis acceptance rate for gamma = 0.27801



MCMCoprobit iteration 290001 of 1050000 
beta = 
   4.22043
   0.25473
   4.13620
  -0.92317
   1.68985
   0.83813
   0.56944
  -1.07210
   1.66342
   1.88582
  -0.16163
   1.77453
  -0.53654
   0.33228
   0.42887
   2.02633
   0.64621
  -1.17627
  -0.16621
   0.03196
   0.13037
   1.61765
   1.89676
   0.07580
  -3.15156
  -2.73777
  -2.86472
  -3.67920
  -1.93383
  -2.53268
  -4.28116
  -3.96554
  -4.65801
  -3.36711
  -3.56297
  -4.36783
  -4.92491
  -5.23765
  -4.02133
  -4.48700
  -3.07798
  -4.24984
  -3.00271
  -2.83066
  -4.14666
  -3.65075
  -1.55644
  -3.73929
Metropolis acceptance rate for gamma = 0.27769



MCMCoprobit iteration 300001 of 1050000 
beta = 
   3.93067
   0.32207
   3.57204
  -1.10621
   1.37997
   1.25615
   0.77102
  -0.92733
   1.81767
   2.13610
  -0.52427
   2.35378
  -0.44190
   0.28117
   1.07093
   2.44802
   0.94445
  -0.71997
   0.05891
   0.17452
   0.43736
   1.88177
   2.14540
   0.79815
  -3.10221
  -2.37858
  -3.11928
  -3.24211
  -1.36144
  -2.33242
  -4.52601
  -3.40099
  -4.71446
  -3.81492
  -3.19650
  -4.03614
  -4.66316
  -4.31017
  -4.21808
  -4.24305
  -2.55644
  -3.71774
  -3.27824
  -2.75586
  -3.66909
  -3.41247
  -1.61046
  -3.37600
Metropolis acceptance rate for gamma = 0.27773



MCMCoprobit iteration 310001 of 1050000 
beta = 
   4.13804
   0.09195
   3.79484
  -0.92895
   0.84053
   0.97444
   0.27951
  -1.01530
   1.04209
   2.04483
  -0.72753
   1.78344
  -0.07353
  -0.09069
   0.86305
   1.67992
   0.69745
  -0.52941
  -0.34524
  -0.19689
   0.78052
   1.31510
   1.61788
   0.01862
  -3.45290
  -2.89479
  -2.97906
  -3.87597
  -1.69667
  -2.52432
  -4.14098
  -4.47521
  -5.02410
  -3.83172
  -3.66256
  -4.25466
  -5.01246
  -5.25549
  -4.39674
  -4.02973
  -3.01029
  -3.72528
  -2.98710
  -2.82976
  -3.79726
  -4.17572
  -1.67880
  -3.46269
Metropolis acceptance rate for gamma = 0.27766



MCMCoprobit iteration 320001 of 1050000 
beta = 
   4.29208
  -0.06962
   3.92986
  -1.30408
   0.74293
   0.69321
   0.18047
  -1.11440
   0.65077
   1.24578
  -1.11570
   1.63269
  -0.59434
  -0.20940
   0.74041
   2.03216
   0.37656
  -0.91697
  -0.58163
  -0.42004
   0.42381
   1.17813
   1.63838
   0.33363
  -3.61433
  -2.92332
  -3.64363
  -3.62873
  -1.79052
  -2.44683
  -4.26465
  -4.50835
  -5.07496
  -4.16838
  -3.41385
  -4.48602
  -4.58667
  -5.45733
  -4.45896
  -4.52366
  -3.06895
  -4.50894
  -3.15325
  -3.14099
  -4.00865
  -4.33737
  -1.85734
  -4.51489
Metropolis acceptance rate for gamma = 0.27768



MCMCoprobit iteration 330001 of 1050000 
beta = 
   4.05748
   0.19789
   3.00347
  -0.75370
   0.94961
   0.94727
   0.28100
  -0.61095
   1.06170
   1.75393
  -0.43774
   1.55854
   0.35031
   0.14568
   0.65718
   1.91360
   0.51451
  -0.95961
  -0.46766
  -0.29547
   0.36559
   1.35936
   1.58765
   0.26132
  -3.13502
  -2.66096
  -2.73427
  -3.78339
  -1.82573
  -2.71138
  -4.36825
  -3.73330
  -4.61058
  -4.06295
  -3.88715
  -3.28730
  -4.87131
  -4.74764
  -4.54545
  -4.13470
  -2.79610
  -3.85139
  -2.75398
  -2.47723
  -4.24582
  -3.53604
  -1.70292
  -3.99515
Metropolis acceptance rate for gamma = 0.27754



MCMCoprobit iteration 340001 of 1050000 
beta = 
   3.84526
   0.34614
   3.61658
  -0.76630
   1.63391
   0.89688
   0.18537
  -0.77280
   1.53256
   1.58567
  -0.68660
   1.79978
  -0.26395
  -0.15873
   0.40682
   1.69935
   0.70253
  -0.58920
  -0.37887
   0.09181
  -0.06553
   1.51913
   2.05680
  -0.07717
  -3.10040
  -2.55346
  -3.25158
  -3.69830
  -1.80815
  -2.27141
  -4.62061
  -3.56838
  -4.35925
  -4.02824
  -2.86782
  -3.91619
  -4.99471
  -4.85962
  -4.24693
  -4.02487
  -2.93754
  -4.05376
  -2.50877
  -2.91076
  -3.71684
  -2.92575
  -1.73446
  -3.73884
Metropolis acceptance rate for gamma = 0.27727



MCMCoprobit iteration 350001 of 1050000 
beta = 
   3.94641
   0.42168
   4.08822
  -0.66878
   1.30578
   1.62299
   0.67087
  -0.75219
   1.52524
   2.08958
  -0.57083
   1.95328
  -0.27674
   0.45783
   0.93230
   2.66661
   0.42172
  -0.44902
   0.11237
   0.02847
   0.40477
   1.58389
   1.91997
   0.60887
  -3.37447
  -2.59567
  -2.92886
  -3.53880
  -1.75287
  -2.01863
  -3.96421
  -3.48904
  -4.68355
  -3.86198
  -3.50233
  -3.76053
  -4.92882
  -5.14546
  -3.40767
  -3.53490
  -2.97878
  -3.48823
  -2.74433
  -2.74440
  -3.90899
  -3.61020
  -1.38256
  -3.82072
Metropolis acceptance rate for gamma = 0.27720



MCMCoprobit iteration 360001 of 1050000 
beta = 
   4.12132
   0.10112
   3.44616
  -1.12961
   1.28316
   1.12814
   0.15440
  -1.06546
   1.24105
   1.86032
  -0.89197
   1.67798
  -0.03028
   0.31871
   0.66890
   1.95379
   0.25521
  -1.48544
  -0.14160
  -0.03396
   0.63119
   1.33863
   1.97588
   0.41678
  -3.59067
  -2.46131
  -3.18076
  -3.75695
  -1.96938
  -2.59919
  -4.36589
  -3.58677
  -4.62910
  -4.10356
  -3.44216
  -4.03245
  -4.46738
  -5.07459
  -4.12369
  -4.46766
  -3.10751
  -4.15382
  -3.00647
  -2.90995
  -4.25415
  -4.15269
  -2.02569
  -3.89387
Metropolis acceptance rate for gamma = 0.27704



MCMCoprobit iteration 370001 of 1050000 
beta = 
   4.06793
   0.71180
   3.85398
  -0.72923
   0.91206
   1.59917
   0.90834
  -0.48362
   1.73641
   1.65137
  -0.36337
   1.93085
  -0.52454
   0.27433
   1.44613
   2.59922
   0.69006
  -1.06494
  -0.35991
  -0.26589
   0.32105
   1.46577
   2.00357
   0.13409
  -2.96830
  -2.46624
  -2.71638
  -3.86571
  -1.39435
  -2.12541
  -4.34935
  -4.18297
  -4.67768
  -4.20863
  -3.47489
  -3.70967
  -4.60898
  -5.18835
  -3.70342
  -3.58815
  -2.92650
  -3.84114
  -3.07202
  -3.13002
  -4.20752
  -4.20763
  -1.48054
  -4.02767
Metropolis acceptance rate for gamma = 0.27694



MCMCoprobit iteration 380001 of 1050000 
beta = 
   4.09710
   0.10799
   3.83922
  -1.07846
   1.39045
   0.89066
   0.40785
  -1.21946
   1.46910
   1.48049
  -0.69733
   1.96573
  -1.05263
  -0.00070
   0.77289
   1.87367
   0.49731
  -0.85089
  -0.30078
  -0.50605
  -0.31214
   1.47867
   1.89274
   0.31306
  -3.57842
  -2.56554
  -3.33181
  -3.45200
  -1.49485
  -2.74523
  -3.95516
  -3.75762
  -5.06684
  -4.25586
  -2.94541
  -4.00334
  -4.81414
  -4.88585
  -3.90269
  -4.22512
  -3.15792
  -4.41633
  -2.98024
  -2.90830
  -3.73792
  -4.39210
  -1.74877
  -3.88735
Metropolis acceptance rate for gamma = 0.27683



MCMCoprobit iteration 390001 of 1050000 
beta = 
   3.94869
  -0.36986
   3.55395
  -1.11646
   1.39339
   1.39515
   0.29605
  -0.98334
   0.70296
   1.16410
  -0.60749
   1.20763
  -0.31726
   0.19157
   0.40315
   1.90664
   0.71845
  -1.26754
  -0.74904
   0.05348
   0.08974
   1.41062
   1.98087
  -0.28817
  -3.34084
  -2.28346
  -2.71941
  -3.70384
  -1.49376
  -2.65060
  -4.26590
  -3.75120
  -5.03612
  -3.14474
  -3.42882
  -3.75235
  -4.30547
  -5.34496
  -3.95020
  -4.24809
  -2.91590
  -3.56963
  -2.73844
  -2.75029
  -3.91057
  -4.14711
  -1.86384
  -3.78886
Metropolis acceptance rate for gamma = 0.27696



MCMCoprobit iteration 400001 of 1050000 
beta = 
   3.97076
   0.57671
   3.86716
  -0.94122
   1.96746
   1.34065
   0.74465
  -0.83152
   1.88451
   2.23295
  -0.16040
   2.04362
  -0.07283
   0.32007
   1.01577
   2.40327
   0.54437
  -0.62834
   0.03975
  -0.47027
   0.12240
   1.50750
   1.94843
   1.10624
  -3.01440
  -2.87262
  -2.54763
  -3.42581
  -1.57611
  -2.19443
  -4.02097
  -3.99176
  -4.83526
  -3.92242
  -3.21858
  -3.73949
  -4.98225
  -4.95920
  -4.01719
  -3.84109
  -2.46989
  -4.46779
  -2.75891
  -2.73474
  -3.80272
  -3.46083
  -1.44719
  -3.94982
Metropolis acceptance rate for gamma = 0.27707



MCMCoprobit iteration 410001 of 1050000 
beta = 
   3.79267
   0.92082
   3.56144
  -1.04455
   1.56430
   1.07396
   0.53780
  -0.69802
   1.66925
   1.64238
  -0.39970
   2.55608
  -0.54967
   0.57572
   0.78312
   2.25217
   0.65969
  -0.86484
   0.05184
   0.08263
   0.40046
   2.21226
   2.18553
   0.56647
  -2.86272
  -2.99003
  -2.78133
  -3.56141
  -1.77987
  -2.68337
  -3.53435
  -2.63898
  -4.62678
  -3.74869
  -2.93808
  -3.97938
  -4.58876
  -4.48240
  -4.06054
  -3.90931
  -2.87214
  -4.00634
  -2.87872
  -2.17311
  -3.57532
  -3.16669
  -1.41521
  -3.34097
Metropolis acceptance rate for gamma = 0.27700



MCMCoprobit iteration 420001 of 1050000 
beta = 
   4.36759
   0.25701
   3.61636
  -0.93234
   1.30542
   1.24548
   0.58514
  -1.39552
   1.55909
   1.80511
  -0.44127
   2.06835
  -0.43546
   0.26961
   0.73735
   1.95384
   0.69620
  -0.63402
   0.06462
  -0.39699
  -0.08181
   1.42428
   1.70395
  -0.06092
  -3.71907
  -3.10344
  -3.24413
  -3.58375
  -1.72016
  -2.82342
  -4.85541
  -3.98068
  -5.19766
  -4.22635
  -3.71589
  -4.21759
  -5.19452
  -4.99980
  -4.39996
  -4.58018
  -3.12689
  -4.28493
  -3.58131
  -2.86754
  -4.50322
  -3.71218
  -2.35423
  -3.89566
Metropolis acceptance rate for gamma = 0.27725



MCMCoprobit iteration 430001 of 1050000 
beta = 
   4.13717
   0.95127
   4.03945
  -1.16375
   1.29237
   1.42066
   0.93376
  -0.62634
   1.27832
   1.88685
  -0.24229
   1.99032
  -0.97903
   0.18441
   1.00155
   2.16021
   0.92644
  -0.87998
  -0.52787
   0.30757
   0.30042
   1.40579
   2.03984
   0.55882
  -3.43756
  -2.20480
  -3.37807
  -3.84381
  -1.63281
  -2.91846
  -4.14341
  -3.85109
  -4.89225
  -4.12257
  -3.92775
  -3.89715
  -4.71534
  -5.24519
  -4.33735
  -4.53181
  -3.21004
  -4.22553
  -3.21405
  -2.95137
  -4.00316
  -3.81212
  -2.03854
  -4.09756
Metropolis acceptance rate for gamma = 0.27729



MCMCoprobit iteration 440001 of 1050000 
beta = 
   3.83582
   0.38775
   3.40315
  -0.86479
   1.13240
   1.30048
   0.52623
  -0.68318
   1.63720
   1.65882
  -0.33668
   2.02116
   0.10548
   0.36426
   0.82239
   2.30634
   0.46403
  -0.97174
  -0.23459
   0.15718
   0.64546
   1.17839
   2.13013
   0.16529
  -3.15321
  -2.57684
  -2.71702
  -3.29683
  -1.49367
  -2.46146
  -3.72469
  -3.41988
  -4.36063
  -3.82084
  -2.90099
  -3.77164
  -4.24081
  -4.48320
  -3.47453
  -3.77582
  -2.28749
  -4.07138
  -3.23956
  -2.77284
  -3.67183
  -3.31158
  -1.55451
  -3.54749
Metropolis acceptance rate for gamma = 0.27743



MCMCoprobit iteration 450001 of 1050000 
beta = 
   4.01375
   0.70328
   3.67002
  -0.66471
   1.52914
   1.07530
   0.22813
  -0.99965
   1.56927
   1.97778
  -0.67091
   1.89378
  -0.37956
  -0.09778
   0.86203
   1.99837
   0.39061
  -0.66659
  -0.23855
  -0.19782
   0.40065
   1.19210
   1.72969
   0.21015
  -3.11820
  -2.48120
  -3.08743
  -3.67781
  -1.85122
  -2.27967
  -4.25156
  -3.84937
  -4.57890
  -3.78209
  -3.71862
  -3.36502
  -4.57109
  -4.79461
  -3.84860
  -3.74700
  -2.69963
  -4.00153
  -2.79473
  -3.23954
  -4.07210
  -3.38639
  -1.83828
  -3.92307
Metropolis acceptance rate for gamma = 0.27746



MCMCoprobit iteration 460001 of 1050000 
beta = 
   4.08071
   0.84322
   3.97075
  -0.92653
   1.27882
   1.06659
   0.63699
  -0.64451
   1.13733
   2.20556
  -1.19537
   1.57108
  -0.40611
   0.39314
   0.91360
   2.15834
   0.57758
  -0.30201
  -0.41764
  -0.31016
   0.55120
   1.87740
   1.92345
   0.53560
  -3.21835
  -2.68567
  -3.23054
  -3.86299
  -1.46421
  -2.35118
  -4.63740
  -4.42106
  -5.00482
  -4.06826
  -3.28764
  -3.64631
  -5.10705
  -5.19050
  -3.82584
  -4.07638
  -2.63672
  -4.24558
  -2.74638
  -2.92568
  -3.95101
  -3.20361
  -1.54083
  -3.65427
Metropolis acceptance rate for gamma = 0.27767



MCMCoprobit iteration 470001 of 1050000 
beta = 
   4.15416
  -0.34991
   3.71370
  -1.18515
   1.16900
   1.27816
   0.42011
  -1.05901
   1.29181
   1.50017
  -0.78543
   1.43930
  -0.50267
   0.00143
   0.96895
   2.12802
   0.67108
  -1.23583
  -0.18033
  -0.61326
   0.40927
   1.61164
   2.11812
  -0.13787
  -3.09684
  -2.82899
  -3.26488
  -3.72064
  -1.95409
  -3.08539
  -4.32881
  -3.43738
  -4.94312
  -4.21660
  -3.40420
  -4.12233
  -4.88820
  -5.34284
  -3.96228
  -4.09539
  -3.13239
  -3.92297
  -3.72109
  -2.79976
  -4.12352
  -3.55935
  -2.32197
  -3.78018
Metropolis acceptance rate for gamma = 0.27750



MCMCoprobit iteration 480001 of 1050000 
beta = 
   4.08111
   0.47943
   3.09383
  -0.92215
   1.03911
   0.93457
   0.06112
  -0.95552
   1.19579
   1.86541
  -0.72150
   2.22092
  -0.61779
   0.06079
   0.31480
   1.96605
   1.05378
  -1.34742
  -0.36584
  -0.12477
  -0.00431
   1.27910
   1.47336
   0.11835
  -3.28926
  -2.89366
  -2.56594
  -3.47535
  -1.41591
  -2.60549
  -4.01798
  -4.32872
  -5.05035
  -4.22085
  -3.56212
  -3.96228
  -4.36010
  -4.68034
  -4.15294
  -4.19604
  -2.74980
  -4.21492
  -3.23602
  -2.55500
  -4.02632
  -3.51366
  -1.72336
  -3.83802
Metropolis acceptance rate for gamma = 0.27762



MCMCoprobit iteration 490001 of 1050000 
beta = 
   4.14531
   0.92179
   3.94220
  -0.81184
   1.15693
   1.43843
   0.49361
  -0.82664
   1.16873
   2.08033
  -0.47108
   2.21637
  -0.17291
   0.63600
   1.12439
   2.06989
   0.58024
  -0.87927
  -0.05592
  -0.20027
   0.64531
   1.67924
   2.39504
   0.76813
  -3.37669
  -2.51280
  -2.86781
  -3.72467
  -1.47527
  -2.80673
  -4.19080
  -4.36825
  -4.74597
  -3.75123
  -3.48638
  -4.03306
  -4.72011
  -4.52479
  -4.35640
  -4.11759
  -2.80098
  -4.35765
  -3.21080
  -2.39305
  -4.33118
  -3.47399
  -1.81932
  -3.70764
Metropolis acceptance rate for gamma = 0.27765



MCMCoprobit iteration 500001 of 1050000 
beta = 
   4.15704
   0.24416
   3.84409
  -1.27937
   1.35391
   1.13317
   0.40239
  -0.98617
   1.33505
   1.71829
  -0.97500
   1.65068
  -1.16078
   0.03507
   0.66316
   2.12699
   0.11558
  -1.27122
   0.13460
  -0.33613
  -0.06493
   1.46818
   1.71065
   0.17784
  -3.38430
  -2.73583
  -3.71382
  -3.40748
  -1.70962
  -2.74264
  -4.19625
  -3.38920
  -4.82728
  -3.66275
  -3.25020
  -4.28593
  -5.01754
  -5.11315
  -3.97023
  -3.93026
  -2.97478
  -4.05517
  -3.06008
  -2.70900
  -4.13238
  -3.85808
  -2.19887
  -4.11793
Metropolis acceptance rate for gamma = 0.27757



MCMCoprobit iteration 510001 of 1050000 
beta = 
   3.98769
   0.07833
   4.20059
  -0.45504
   0.95900
   0.82379
   0.28593
  -1.09839
   1.17915
   1.58332
  -0.63129
   1.70440
  -0.44562
  -0.35583
   0.74100
   2.19626
   0.53708
  -1.26032
  -0.11252
  -0.33136
   0.34029
   1.35511
   2.15621
   0.54512
  -3.32622
  -2.89128
  -3.39302
  -3.85660
  -1.46618
  -2.23551
  -4.30646
  -3.68650
  -5.08226
  -4.21545
  -3.44030
  -3.34075
  -4.47818
  -5.34931
  -4.17185
  -4.44689
  -3.10416
  -4.38908
  -2.87033
  -2.79102
  -4.23842
  -3.56495
  -2.21561
  -3.80375
Metropolis acceptance rate for gamma = 0.27755



MCMCoprobit iteration 520001 of 1050000 
beta = 
   3.50800
   0.87254
   3.82380
  -0.74526
   1.43122
   1.08195
   0.87099
  -0.89267
   1.87750
   2.19441
  -0.71956
   2.26604
  -0.81212
   0.75650
   0.84359
   2.22519
   0.76960
  -0.96260
  -0.09816
   0.01680
   0.36998
   1.50239
   2.06088
   0.36356
  -2.85863
  -2.24176
  -2.80275
  -3.39394
  -1.32876
  -2.53954
  -3.73600
  -3.56047
  -4.08075
  -3.51166
  -3.18107
  -3.67250
  -4.37154
  -4.40383
  -3.39951
  -3.34916
  -2.47093
  -3.56980
  -2.84435
  -2.63945
  -3.49614
  -2.82870
  -1.60031
  -3.05943
Metropolis acceptance rate for gamma = 0.27746



MCMCoprobit iteration 530001 of 1050000 
beta = 
   3.97871
   0.78016
   4.34383
  -0.75047
   1.40115
   1.44500
   0.50767
  -1.11702
   1.44256
   1.84670
  -0.16045
   2.84358
  -0.16961
   0.02576
   0.99500
   2.52900
   0.87194
  -0.92527
   0.28431
  -0.29260
   1.15000
   1.83549
   2.18664
   0.69712
  -3.15260
  -2.06871
  -2.83771
  -3.25705
  -1.61625
  -2.30890
  -4.09550
  -4.14505
  -4.77985
  -4.52476
  -3.17529
  -4.26290
  -4.29096
  -5.38603
  -3.78234
  -4.16757
  -2.61502
  -3.50138
  -3.06381
  -3.04735
  -3.15119
  -3.45982
  -1.99616
  -4.00857
Metropolis acceptance rate for gamma = 0.27743



MCMCoprobit iteration 540001 of 1050000 
beta = 
   3.80351
   0.52504
   3.59555
  -1.46898
   1.84976
   1.33423
   1.15892
  -1.24095
   0.75784
   1.75573
  -0.32370
   1.86067
  -0.33533
   0.27041
   1.29477
   2.37648
   1.12407
  -0.73073
   0.03953
   0.16803
   0.49608
   1.47205
   2.11972
   0.07165
  -3.18991
  -2.37331
  -2.46383
  -3.45769
  -1.60945
  -2.34050
  -4.03681
  -3.88504
  -4.63981
  -3.73468
  -3.14606
  -3.44573
  -4.25456
  -5.07049
  -3.56315
  -4.02765
  -2.59615
  -3.87829
  -3.01947
  -2.54896
  -3.81568
  -3.65228
  -1.92070
  -3.82800
Metropolis acceptance rate for gamma = 0.27745



MCMCoprobit iteration 550001 of 1050000 
beta = 
   4.18572
   0.25159
   3.08116
  -0.82620
   0.84095
   1.35909
   0.70614
  -1.36881
   1.30137
   1.44000
  -0.64780
   1.52866
  -0.82947
   0.00832
   0.81528
   1.69879
   0.44431
  -0.38635
  -0.19944
  -0.08491
   0.53903
   1.47946
   1.68167
   0.22675
  -3.66234
  -2.31390
  -2.65532
  -4.34552
  -1.70203
  -2.62832
  -3.93953
  -4.12835
  -4.90246
  -3.96900
  -3.56078
  -4.12612
  -4.13969
  -4.91721
  -3.81629
  -4.27456
  -3.04541
  -4.31294
  -3.16071
  -2.70581
  -4.24175
  -3.39518
  -2.37363
  -3.82800
Metropolis acceptance rate for gamma = 0.27746



MCMCoprobit iteration 560001 of 1050000 
beta = 
   3.50810
   1.01479
   4.48843
  -0.61526
   2.32726
   2.06084
   0.93303
  -0.32730
   1.86747
   2.29047
   0.39140
   2.30540
   0.10962
   0.35529
   1.57878
   2.35030
   1.11533
  -0.11408
   0.11962
   0.08446
   0.78957
   2.12453
   2.49760
   0.86978
  -3.09932
  -1.83520
  -2.27402
  -2.88190
  -1.39277
  -1.83379
  -3.76600
  -2.92402
  -4.22289
  -3.45702
  -2.43617
  -3.39525
  -4.37329
  -4.65110
  -3.72301
  -3.64550
  -2.55805
  -3.52953
  -2.57435
  -2.56093
  -3.31598
  -2.81619
  -0.89455
  -3.17325
Metropolis acceptance rate for gamma = 0.27748



MCMCoprobit iteration 570001 of 1050000 
beta = 
   4.15576
   0.19998
   3.56508
  -0.86463
   1.21945
   1.13094
   0.51140
  -0.92771
   1.42644
   1.64372
  -1.00928
   2.13316
  -0.37184
   0.24976
   0.45691
   2.29516
   0.21727
  -0.74776
  -0.35447
   0.22124
  -0.11447
   1.61640
   1.92058
   0.32773
  -3.11660
  -2.50332
  -2.79340
  -3.84531
  -1.62744
  -2.97637
  -3.84681
  -4.61316
  -5.05405
  -4.10471
  -3.38806
  -3.98673
  -4.63328
  -5.34922
  -3.69414
  -4.24170
  -2.86112
  -4.29373
  -3.36502
  -2.86158
  -4.01690
  -3.68224
  -1.90719
  -4.20304
Metropolis acceptance rate for gamma = 0.27733



MCMCoprobit iteration 580001 of 1050000 
beta = 
   3.62709
   0.69182
   4.36267
  -0.73158
   1.54139
   1.80584
   0.94246
  -0.76761
   1.30932
   2.34600
  -0.35307
   2.24380
   0.30969
   0.61094
   1.28389
   2.67594
   1.16716
  -0.72888
  -0.03062
  -0.23068
   0.57077
   2.07667
   2.43571
   0.56582
  -2.90138
  -2.14653
  -2.90430
  -2.96294
  -1.21809
  -2.17658
  -4.00257
  -3.32811
  -4.40345
  -3.89620
  -2.56603
  -3.21923
  -4.70870
  -4.31251
  -3.95485
  -3.62403
  -2.35961
  -3.99722
  -2.70159
  -2.44480
  -3.25048
  -2.78412
  -1.42926
  -3.58799
Metropolis acceptance rate for gamma = 0.27735



MCMCoprobit iteration 590001 of 1050000 
beta = 
   3.95927
   0.79888
   3.75474
  -0.73745
   1.42992
   1.03078
   0.74210
  -0.83200
   1.42185
   1.78026
  -0.30572
   1.93316
  -0.46134
   0.31719
   1.49611
   2.40103
   0.41851
  -1.21622
   0.05666
  -0.30059
   0.39108
   1.67988
   1.96123
   0.13268
  -3.31637
  -2.60577
  -3.07651
  -3.68154
  -1.49678
  -2.32436
  -3.85007
  -3.53844
  -4.49626
  -4.08907
  -3.06867
  -3.70804
  -5.12722
  -4.98331
  -3.84123
  -3.58586
  -2.79032
  -3.58908
  -2.87521
  -2.60674
  -3.89820
  -3.64377
  -1.82764
  -4.23728
Metropolis acceptance rate for gamma = 0.27743



MCMCoprobit iteration 600001 of 1050000 
beta = 
   3.67696
   0.20277
   3.69006
  -0.95252
   1.94355
   1.38635
   0.80247
  -0.65750
   1.13398
   1.76085
  -0.03745
   2.23581
  -0.29019
   0.35759
   0.72313
   2.45885
   0.78098
  -0.53046
   0.04847
   0.17294
   0.51872
   1.55927
   1.90472
   0.11838
  -3.05031
  -2.68185
  -2.79103
  -3.24682
  -1.93560
  -1.93684
  -3.70697
  -3.36759
  -4.48564
  -3.41985
  -2.77729
  -3.43384
  -4.84853
  -4.07506
  -3.17354
  -3.80739
  -2.28170
  -3.77173
  -2.93648
  -2.76859
  -3.92470
  -3.20740
  -1.84838
  -3.16389
Metropolis acceptance rate for gamma = 0.27750



MCMCoprobit iteration 610001 of 1050000 
beta = 
   3.97923
   0.11169
   3.99783
  -0.68530
   1.97100
   1.60114
   0.52052
  -0.43604
   2.06026
   1.82358
  -0.34744
   2.29607
  -0.02150
   0.29503
   1.18488
   2.31215
   1.18611
  -0.89045
   0.09005
   0.23711
   1.09124
   1.84217
   2.25902
   0.24121
  -3.06005
  -2.35587
  -2.93681
  -3.13356
  -1.40023
  -2.60648
  -4.20955
  -4.34521
  -4.81699
  -3.97597
  -3.25737
  -4.13140
  -5.06861
  -5.41263
  -4.22643
  -4.26017
  -2.63158
  -3.89188
  -2.63896
  -2.73296
  -3.97112
  -3.91906
  -1.81006
  -4.14587
Metropolis acceptance rate for gamma = 0.27754



MCMCoprobit iteration 620001 of 1050000 
beta = 
   3.73596
   0.39181
   4.07137
  -0.51102
   1.32345
   1.56714
   0.63612
  -0.88087
   1.44565
   2.36542
  -0.42500
   2.30344
  -0.07202
  -0.08398
   0.90634
   2.49718
   0.95735
  -0.64043
   0.22287
  -0.21079
   0.42789
   2.02855
   2.05153
   0.37401
  -2.83374
  -2.10467
  -2.72397
  -3.35821
  -1.54480
  -1.59894
  -3.52246
  -3.54796
  -4.48205
  -4.19268
  -3.23924
  -3.65705
  -4.84895
  -4.62899
  -4.22759
  -3.98579
  -2.80105
  -4.35653
  -2.85541
  -2.40428
  -3.83241
  -3.48620
  -1.29245
  -3.59731
Metropolis acceptance rate for gamma = 0.27741



MCMCoprobit iteration 630001 of 1050000 
beta = 
   4.08393
   0.38203
   4.09369
  -0.94897
   1.47547
   1.14082
   0.60692
  -1.13041
   1.40432
   1.62686
  -0.68361
   2.20206
  -0.70211
  -0.05437
   0.82255
   2.24434
   1.07342
  -0.80800
  -0.18809
  -0.06156
   0.25332
   1.27348
   2.24826
   0.03284
  -3.12948
  -2.59627
  -3.03422
  -3.87474
  -1.80679
  -2.57837
  -4.12585
  -3.79494
  -4.69003
  -4.28360
  -3.46318
  -4.38835
  -4.76733
  -4.60368
  -4.28305
  -3.98534
  -2.48746
  -3.96830
  -3.05514
  -2.87231
  -3.79850
  -3.55320
  -1.21653
  -4.08836
Metropolis acceptance rate for gamma = 0.27731



MCMCoprobit iteration 640001 of 1050000 
beta = 
   4.01846
   0.70499
   3.62382
  -0.67803
   1.38398
   1.51550
   0.53542
  -1.00915
   1.27248
   1.83982
  -0.54093
   2.14114
  -0.50359
   0.26089
   1.21913
   2.12756
   0.81153
  -0.82497
  -0.02852
  -0.26629
   0.71536
   1.44873
   2.26277
   0.27337
  -3.42269
  -2.38591
  -3.09034
  -3.39766
  -1.64566
  -2.27864
  -4.14108
  -3.48385
  -4.71196
  -4.22613
  -3.10291
  -3.76944
  -4.88935
  -6.03119
  -4.01027
  -4.05976
  -2.90938
  -4.36582
  -2.79607
  -2.97336
  -4.12125
  -3.45867
  -1.54037
  -3.96305
Metropolis acceptance rate for gamma = 0.27729



MCMCoprobit iteration 650001 of 1050000 
beta = 
   3.91178
   0.71717
   3.82571
  -0.68982
   1.24150
   1.03212
   0.22949
  -1.04941
   1.57394
   1.77777
  -0.06448
   1.97381
  -0.55793
   0.06364
   0.69664
   2.17825
   0.58008
  -1.03890
  -0.10653
  -0.90433
   0.34809
   1.29350
   1.99936
   0.12656
  -3.25246
  -2.83836
  -3.20017
  -4.04855
  -1.81403
  -2.34209
  -4.03950
  -4.15770
  -5.23870
  -3.83198
  -3.17989
  -3.76296
  -4.28557
  -4.53940
  -3.99256
  -3.77816
  -2.39296
  -3.81661
  -2.84068
  -2.60557
  -3.11224
  -3.39372
  -1.62131
  -3.74543
Metropolis acceptance rate for gamma = 0.27745



MCMCoprobit iteration 660001 of 1050000 
beta = 
   3.88340
   0.22184
   4.12658
  -0.74233
   1.74424
   1.81210
   0.83205
  -0.90859
   1.22931
   1.94933
  -0.01511
   2.23246
  -0.27408
   0.65522
   0.99100
   2.65311
   1.30495
  -0.77046
   0.26858
   0.36844
   0.64260
   1.40067
   2.24844
   0.31927
  -3.41263
  -2.44157
  -2.56776
  -3.41348
  -1.31588
  -2.53186
  -4.02312
  -3.38491
  -4.37203
  -3.58575
  -3.69955
  -3.77689
  -4.63561
  -5.12280
  -4.51777
  -3.85604
  -2.30849
  -3.87441
  -2.59812
  -2.44933
  -3.70908
  -3.77874
  -1.52007
  -3.46973
Metropolis acceptance rate for gamma = 0.27747



MCMCoprobit iteration 670001 of 1050000 
beta = 
   3.88200
   0.66820
   3.99692
  -0.52225
   1.68886
   1.42590
   0.91138
  -0.76294
   1.26703
   2.22630
  -0.00587
   2.72750
  -0.45159
   0.44641
   1.40360
   2.56714
   0.82004
  -0.66597
   0.15497
   0.37466
   0.87874
   1.70317
   2.39044
   0.32127
  -3.18396
  -2.36511
  -2.48374
  -3.69726
  -1.41616
  -2.30409
  -4.08515
  -3.52966
  -4.47230
  -3.99102
  -2.92605
  -3.82644
  -5.01939
  -4.54865
  -3.94898
  -3.53677
  -2.50599
  -4.07905
  -2.76638
  -2.79834
  -3.70218
  -3.75088
  -1.60286
  -4.44207
Metropolis acceptance rate for gamma = 0.27745



MCMCoprobit iteration 680001 of 1050000 
beta = 
   4.03237
   0.91544
   3.62883
  -0.90366
   1.19417
   1.10663
   0.37599
  -1.14995
   1.33539
   1.65240
  -0.24912
   2.25946
  -0.45665
   0.14259
   0.76840
   1.85339
   0.68609
  -1.27400
  -0.08591
   0.17824
   0.27739
   1.06475
   1.75944
   0.22401
  -3.36282
  -2.61075
  -3.49469
  -3.73985
  -1.91344
  -2.34966
  -4.20887
  -3.33910
  -4.57522
  -4.14914
  -3.49830
  -4.09195
  -4.12302
  -4.59890
  -4.38680
  -3.81220
  -2.46201
  -4.20924
  -2.85555
  -2.83553
  -3.67586
  -3.85331
  -2.13967
  -3.86265
Metropolis acceptance rate for gamma = 0.27747



MCMCoprobit iteration 690001 of 1050000 
beta = 
   4.11625
   0.72499
   3.45060
  -1.09287
   1.55601
   1.42036
   0.43662
  -1.01530
   1.29597
   1.76031
  -0.44340
   1.97261
  -0.39715
   0.43046
   1.05675
   1.80696
   1.27224
  -1.00833
  -0.37290
   0.70771
   0.49919
   1.73687
   2.06873
   0.11554
  -3.52683
  -2.55465
  -2.99098
  -3.54815
  -1.35750
  -2.31271
  -4.73359
  -3.94596
  -4.88078
  -4.22559
  -3.36639
  -4.14030
  -4.86781
  -4.84402
  -4.72491
  -4.08020
  -3.11987
  -3.89454
  -3.37490
  -3.15120
  -3.82804
  -3.66755
  -1.67657
  -3.95101
Metropolis acceptance rate for gamma = 0.27746



MCMCoprobit iteration 700001 of 1050000 
beta = 
   3.82500
   0.49682
   3.62641
  -0.97652
   1.11030
   1.26831
   0.47939
  -1.19982
   1.39272
   1.86885
  -0.36083
   1.93437
  -0.37929
   0.23141
   0.59226
   2.23803
   0.59576
  -0.49304
  -0.03472
  -0.42848
   0.56560
   1.52528
   1.68107
   0.27424
  -3.22814
  -2.32978
  -3.01588
  -3.73269
  -1.87716
  -2.02853
  -3.77010
  -3.72256
  -4.61846
  -3.85495
  -3.04457
  -3.57730
  -3.80148
  -4.63417
  -4.25370
  -3.52194
  -2.44886
  -4.59308
  -2.63745
  -2.53487
  -3.77844
  -3.46336
  -1.76974
  -3.95431
Metropolis acceptance rate for gamma = 0.27738



MCMCoprobit iteration 710001 of 1050000 
beta = 
   4.71523
   0.32886
   3.24770
  -1.02771
   1.19573
   0.79063
  -0.30730
  -1.61403
   1.04567
   1.44955
  -1.31518
   1.74399
  -0.66277
   0.00323
   0.66535
   1.88873
   0.26976
  -1.35470
  -0.69417
  -0.81962
  -0.08372
   0.92726
   1.82086
  -0.03174
  -3.88190
  -3.09874
  -3.31120
  -4.18680
  -2.02930
  -2.86668
  -4.65627
  -4.61388
  -5.62584
  -4.28333
  -4.23196
  -4.63892
  -5.21505
  -5.76538
  -4.41878
  -5.08125
  -3.22375
  -4.63364
  -3.93209
  -3.36943
  -4.48172
  -4.07351
  -2.93353
  -4.32736
Metropolis acceptance rate for gamma = 0.27736



MCMCoprobit iteration 720001 of 1050000 
beta = 
   4.61622
   0.07319
   4.12571
  -1.04111
   1.49721
   0.89072
   0.44339
  -1.29147
   1.11246
   1.72361
  -0.54717
   2.02162
  -0.68230
   0.06776
   0.64765
   1.86429
   0.53818
  -1.33024
  -0.30688
  -0.41894
   0.39927
   1.47456
   1.66620
   0.07598
  -3.52949
  -3.26935
  -3.40315
  -4.60150
  -2.14150
  -3.16892
  -4.21936
  -4.10612
  -5.64921
  -4.80244
  -3.55736
  -4.61731
  -5.00577
  -5.39721
  -4.77598
  -4.78814
  -3.28688
  -4.48024
  -3.90298
  -3.38558
  -4.48754
  -4.33025
  -2.14603
  -4.22274
Metropolis acceptance rate for gamma = 0.27741



MCMCoprobit iteration 730001 of 1050000 
beta = 
   3.90423
   0.85474
   4.08563
  -0.51244
   1.61216
   1.20332
   0.58131
  -0.66702
   2.09728
   1.82529
  -0.32705
   2.06252
  -0.53495
   0.28062
   0.60642
   2.46711
   1.12398
  -0.75227
   0.30396
   0.10771
   0.72522
   1.10155
   2.42434
   1.03549
  -3.03498
  -2.49331
  -2.42560
  -3.44647
  -1.52390
  -3.08370
  -4.33107
  -3.42819
  -4.47602
  -3.68945
  -3.08216
  -3.75799
  -4.51424
  -4.74622
  -4.39047
  -3.85813
  -2.29709
  -4.28333
  -3.02639
  -2.84696
  -3.91975
  -4.02042
  -2.12827
  -3.73758
Metropolis acceptance rate for gamma = 0.27744



MCMCoprobit iteration 740001 of 1050000 
beta = 
   4.04931
   0.72459
   3.73446
  -0.28672
   1.55993
   1.16530
   0.23621
  -1.18205
   1.40477
   1.94715
   0.26692
   2.26157
  -0.45995
   0.39259
   0.63980
   2.07080
   0.56562
  -0.52394
   0.09366
  -0.13584
   0.94439
   1.42151
   2.09624
   0.59700
  -3.29022
  -2.87611
  -2.61074
  -3.82364
  -1.59085
  -2.03945
  -4.56986
  -3.75331
  -5.11886
  -3.76208
  -3.11911
  -3.62576
  -4.35478
  -5.60417
  -4.56340
  -4.12431
  -3.03882
  -3.76911
  -2.86376
  -3.00018
  -3.98057
  -3.58682
  -1.41525
  -3.77331
Metropolis acceptance rate for gamma = 0.27732



MCMCoprobit iteration 750001 of 1050000 
beta = 
   4.20357
   0.24518
   4.07217
  -1.10755
   1.83917
   0.83934
   0.45240
  -1.07889
   1.57651
   1.43805
  -0.56041
   2.13685
  -0.86756
   0.03415
   0.75145
   2.17103
   0.80033
  -1.22346
  -0.38879
   0.12682
   0.11178
   1.30865
   1.56740
   0.39225
  -3.46727
  -3.01412
  -3.23585
  -3.75865
  -1.57298
  -2.14839
  -4.12000
  -4.11299
  -5.21617
  -4.39796
  -3.25543
  -4.37958
  -5.03634
  -6.40047
  -4.20906
  -3.63565
  -2.79844
  -3.82719
  -3.10622
  -3.01463
  -4.02607
  -3.95680
  -1.65256
  -3.99279
Metropolis acceptance rate for gamma = 0.27732



MCMCoprobit iteration 760001 of 1050000 
beta = 
   3.91125
   0.82598
   4.17491
  -0.96341
   1.49286
   1.58414
   0.88194
  -0.74499
   2.04370
   2.23873
   0.01046
   1.95841
  -0.26429
   0.66263
   1.40039
   2.14409
   0.96634
  -0.63768
   0.48964
  -0.00381
   0.48963
   1.83771
   2.16977
   0.52766
  -2.85207
  -2.05257
  -2.51392
  -3.19758
  -1.20968
  -2.08746
  -3.24948
  -3.69391
  -4.56709
  -3.46025
  -3.20922
  -3.75490
  -4.65253
  -4.63269
  -3.97188
  -3.99443
  -2.18520
  -3.72267
  -2.60565
  -2.50181
  -3.85593
  -3.61938
  -1.48986
  -3.53366
Metropolis acceptance rate for gamma = 0.27752



MCMCoprobit iteration 770001 of 1050000 
beta = 
   3.91425
   0.32785
   3.86764
  -1.00080
   1.50186
   1.26238
   0.89959
  -0.65951
   1.47335
   1.69288
  -0.30720
   1.95882
  -0.20634
   0.27216
   0.88224
   2.22949
   1.18521
  -0.27293
   0.27726
   0.32827
   0.72501
   1.35361
   2.13611
   0.58487
  -3.34754
  -2.37035
  -2.95452
  -3.54501
  -1.54980
  -2.09271
  -4.13475
  -4.02423
  -4.91200
  -4.01667
  -3.22666
  -4.30329
  -4.38361
  -4.91376
  -4.07402
  -4.27561
  -2.52695
  -3.87897
  -2.29145
  -2.53396
  -4.06050
  -3.52565
  -1.36654
  -3.60400
Metropolis acceptance rate for gamma = 0.27754



MCMCoprobit iteration 780001 of 1050000 
beta = 
   4.32274
   0.47459
   3.35927
  -1.02800
   1.03711
   0.73350
   0.18938
  -1.56552
   1.30968
   1.31078
  -1.04851
   2.01202
  -0.58344
  -0.39990
   0.45807
   2.07256
   0.29132
  -1.06305
  -0.58734
  -0.16489
  -0.34296
   1.05826
   1.59610
  -0.14464
  -3.62958
  -2.92494
  -3.16689
  -3.76952
  -1.87609
  -3.12139
  -4.31110
  -4.19991
  -5.24999
  -4.46295
  -3.19778
  -4.38742
  -4.59928
  -5.81728
  -4.45689
  -4.50273
  -3.48450
  -4.44651
  -3.29886
  -2.61862
  -4.08612
  -3.97113
  -1.84646
  -4.37247
Metropolis acceptance rate for gamma = 0.27753



MCMCoprobit iteration 790001 of 1050000 
beta = 
   4.40732
  -0.02937
   3.25712
  -1.15734
   1.31598
   1.20521
   0.25695
  -1.15859
   1.17559
   1.42509
  -1.27241
   1.27732
  -0.49925
  -0.22948
   0.86743
   1.97656
   0.39452
  -0.86655
  -0.45365
  -0.20552
   0.25051
   2.09759
   2.13530
   0.26721
  -3.45706
  -2.82357
  -3.15083
  -4.02394
  -1.83770
  -2.77140
  -4.20712
  -4.37522
  -5.02954
  -4.36052
  -3.95408
  -4.29419
  -5.63429
  -4.75216
  -4.58228
  -4.48706
  -2.96576
  -4.44382
  -3.31328
  -3.04657
  -3.89450
  -3.45695
  -1.45449
  -4.11173
Metropolis acceptance rate for gamma = 0.27755



MCMCoprobit iteration 800001 of 1050000 
beta = 
   3.91466
   0.81147
   3.76035
  -0.59105
   1.46471
   1.05284
   0.62317
  -0.79837
   1.15324
   1.75838
  -0.75299
   1.93044
  -0.58786
   0.59301
   0.88498
   2.05872
   0.60815
  -1.00162
  -0.21072
   0.05466
   0.30856
   1.61666
   2.13988
   0.13434
  -3.22941
  -2.55773
  -3.43511
  -3.46796
  -1.10000
  -2.47526
  -3.52885
  -3.59937
  -4.38329
  -3.78322
  -3.38269
  -3.93397
  -4.64345
  -4.79896
  -3.56393
  -3.62503
  -2.86258
  -3.83943
  -3.09929
  -2.46717
  -3.72057
  -3.50387
  -1.93613
  -3.90204
Metropolis acceptance rate for gamma = 0.27770



MCMCoprobit iteration 810001 of 1050000 
beta = 
   4.27408
   0.39584
   4.02100
  -1.05203
   1.47662
   1.45267
   0.83629
  -0.84633
   1.84646
   2.58590
  -0.42588
   2.34954
  -0.44172
   0.40865
   0.94437
   2.48192
   0.95058
  -0.85479
   0.06157
  -0.22793
   0.35664
   1.36615
   2.03667
   0.75668
  -3.42886
  -2.61833
  -3.14133
  -3.76432
  -1.38985
  -2.50870
  -4.08975
  -3.86304
  -5.37213
  -4.33636
  -3.34475
  -4.55017
  -4.92776
  -5.51823
  -4.22334
  -4.05896
  -3.21280
  -4.40569
  -3.27770
  -2.78793
  -3.70049
  -3.92761
  -2.04198
  -3.89758
Metropolis acceptance rate for gamma = 0.27769



MCMCoprobit iteration 820001 of 1050000 
beta = 
   4.14037
   0.70807
   3.91576
  -1.03595
   1.29141
   1.27115
   0.30409
  -1.25930
   1.55784
   2.45057
  -0.74685
   2.21194
  -0.16328
   0.02481
   0.87698
   2.20034
   0.40986
  -1.06935
  -0.25170
  -0.16935
  -0.24952
   1.26192
   1.85794
   0.40528
  -3.43879
  -2.90389
  -2.87459
  -3.61980
  -1.94360
  -2.93259
  -4.37192
  -3.29975
  -4.77339
  -3.95445
  -3.29761
  -4.14129
  -4.80079
  -5.04592
  -4.43640
  -3.85940
  -3.46610
  -4.10957
  -3.85665
  -2.68879
  -4.18539
  -3.80160
  -1.59072
  -3.87001
Metropolis acceptance rate for gamma = 0.27784



MCMCoprobit iteration 830001 of 1050000 
beta = 
   4.34912
   0.19213
   3.73637
  -0.84035
   0.61028
   1.50208
   0.23326
  -1.61274
   1.13989
   1.51021
  -0.67156
   1.92217
  -0.59963
  -0.07052
   1.12735
   2.13284
   0.55217
  -1.16735
  -0.29747
  -0.34341
   0.56224
   1.55748
   1.87048
  -0.18552
  -3.53009
  -3.04008
  -3.22518
  -3.72984
  -1.97247
  -2.50597
  -3.61989
  -3.83561
  -4.85108
  -4.34625
  -3.52257
  -4.24618
  -4.40483
  -5.39179
  -4.52431
  -4.47434
  -3.44002
  -4.24821
  -2.81549
  -3.56105
  -4.20749
  -3.96600
  -2.07838
  -4.08860
Metropolis acceptance rate for gamma = 0.27800



MCMCoprobit iteration 840001 of 1050000 
beta = 
   3.81385
   0.20483
   3.95342
  -1.35937
   1.25121
   1.14233
   0.65459
  -0.97272
   1.42979
   1.95746
  -0.23518
   2.04569
  -0.57534
   0.11087
   1.01180
   2.57117
   0.69883
  -0.86005
  -0.33513
  -0.54301
   0.31698
   1.37995
   2.05398
   0.51677
  -3.14995
  -2.71435
  -3.23995
  -2.83871
  -1.90239
  -2.78284
  -3.62765
  -3.31064
  -4.80451
  -3.64605
  -3.26861
  -3.48993
  -4.70438
  -4.92609
  -3.97948
  -3.94959
  -2.83840
  -3.90933
  -2.54528
  -2.30077
  -3.74001
  -3.09912
  -1.64624
  -4.23367
Metropolis acceptance rate for gamma = 0.27807



MCMCoprobit iteration 850001 of 1050000 
beta = 
   3.85751
   0.65421
   3.59584
  -0.55731
   1.49102
   1.66695
   0.58255
  -0.77096
   1.49532
   1.91971
  -0.62796
   2.06904
  -0.50025
   0.22576
   0.72055
   2.33502
   0.86984
  -0.97941
  -0.06066
  -0.58519
   0.46291
   1.76008
   2.61983
   0.66156
  -3.34738
  -2.63779
  -3.24533
  -3.37025
  -2.06759
  -3.12732
  -4.06992
  -3.85055
  -5.02078
  -3.57795
  -2.99203
  -3.77128
  -4.70188
  -4.91321
  -4.01787
  -4.14575
  -2.60788
  -3.53220
  -2.62042
  -2.73619
  -3.58600
  -3.19977
  -2.17450
  -3.95191
Metropolis acceptance rate for gamma = 0.27807



MCMCoprobit iteration 860001 of 1050000 
beta = 
   4.33252
  -0.04443
   3.31360
  -1.46663
   1.25280
   0.40495
  -0.14091
  -1.43976
   0.76013
   1.60845
  -0.99428
   1.68314
  -0.67596
  -0.20825
   0.37096
   2.04044
   0.32104
  -1.15767
  -0.69808
  -0.58979
  -0.28564
   1.29378
   1.57165
   0.26329
  -3.88927
  -3.07504
  -3.12537
  -3.99689
  -1.86395
  -2.94016
  -4.40699
  -4.04475
  -4.75466
  -4.49239
  -3.84706
  -3.93117
  -5.51116
  -5.59540
  -4.96903
  -4.65366
  -3.38984
  -4.45758
  -3.19127
  -3.54482
  -4.50110
  -3.58947
  -1.84200
  -4.03850
Metropolis acceptance rate for gamma = 0.27807



MCMCoprobit iteration 870001 of 1050000 
beta = 
   4.38245
   0.29001
   3.94265
  -1.39623
   1.07990
   0.97983
   0.44440
  -1.13600
   1.16207
   2.07871
  -0.40766
   1.91219
  -0.24066
  -0.16138
   0.30486
   2.36722
   0.71930
  -1.01704
  -0.49226
  -0.11590
   0.09382
   1.36160
   1.89553
  -0.19602
  -3.47162
  -2.65715
  -3.32234
  -4.10139
  -1.72702
  -3.21129
  -4.37624
  -3.86243
  -5.30540
  -4.30605
  -3.64329
  -4.27187
  -4.73619
  -5.05351
  -4.30278
  -4.54294
  -3.01677
  -4.25429
  -3.49852
  -3.21716
  -3.96067
  -4.17498
  -2.74551
  -4.43991
Metropolis acceptance rate for gamma = 0.27813



MCMCoprobit iteration 880001 of 1050000 
beta = 
   4.11837
   0.14005
   4.20305
  -1.19373
   1.38616
   0.83855
   0.14542
  -0.83664
   1.24325
   1.92976
  -0.17818
   2.51213
  -0.29182
  -0.21705
   0.99851
   1.99980
   0.75446
  -0.98310
  -0.27680
  -0.68230
   0.47900
   1.67028
   2.31014
   0.05228
  -3.04231
  -2.96259
  -2.80239
  -3.69314
  -1.17626
  -2.23054
  -4.03503
  -4.10841
  -4.24042
  -3.75909
  -3.15978
  -3.92801
  -4.79928
  -4.87394
  -4.25968
  -3.69365
  -2.68618
  -3.91740
  -2.76501
  -2.93059
  -4.09735
  -3.33837
  -1.80584
  -4.10986
Metropolis acceptance rate for gamma = 0.27801



MCMCoprobit iteration 890001 of 1050000 
beta = 
   4.26226
   0.03956
   3.76136
  -1.27112
   0.98995
   1.26887
   0.20758
  -1.22094
   1.10089
   1.46890
  -0.59336
   1.87891
  -0.56044
   0.44121
   0.67998
   2.11832
   0.68540
  -0.89001
  -0.25589
  -0.23186
   0.13988
   1.85720
   1.84793
   0.55420
  -3.55185
  -3.05456
  -3.11807
  -3.65569
  -2.00901
  -2.74971
  -4.05244
  -3.89239
  -4.83354
  -4.76728
  -3.27139
  -4.28184
  -4.97027
  -5.69865
  -4.08137
  -4.51684
  -2.99650
  -3.69125
  -3.35541
  -3.27390
  -4.39551
  -3.56003
  -1.71760
  -4.03599
Metropolis acceptance rate for gamma = 0.27800



MCMCoprobit iteration 900001 of 1050000 
beta = 
   4.67887
  -0.09448
   3.53753
  -1.38614
   0.99117
   0.80536
  -0.13249
  -1.56330
   0.67149
   1.40860
  -1.25844
   1.56722
  -0.88874
   0.01198
   0.37629
   1.93190
   0.29876
  -1.49530
  -0.64837
  -0.47964
  -0.01300
   1.07773
   1.57205
   0.19394
  -3.78120
  -3.04593
  -3.64942
  -4.02298
  -1.76655
  -2.85796
  -4.54080
  -4.28608
  -5.54998
  -4.59548
  -4.16011
  -4.45290
  -5.43857
  -5.48370
  -4.72650
  -3.98502
  -3.37833
  -4.45489
  -3.65793
  -3.22669
  -4.60893
  -4.15032
  -2.15459
  -4.48357
Metropolis acceptance rate for gamma = 0.27804



MCMCoprobit iteration 910001 of 1050000 
beta = 
   4.30989
  -0.11455
   3.48607
  -1.28394
   1.08121
   1.46929
   0.11573
  -1.09657
   0.87467
   1.15392
  -1.22230
   1.74411
  -1.05217
  -0.67652
   0.47360
   1.66719
   0.68806
  -1.26039
  -0.35159
  -0.36011
   0.04318
   0.72737
   1.48158
   0.13163
  -3.61814
  -2.82810
  -3.01119
  -3.80379
  -1.94321
  -2.82676
  -4.51900
  -3.74949
  -5.49007
  -4.37437
  -3.70716
  -4.27690
  -5.06151
  -5.58901
  -4.19666
  -4.45568
  -3.16859
  -4.54522
  -3.25971
  -3.05551
  -4.50532
  -3.66942
  -1.74468
  -3.70220
Metropolis acceptance rate for gamma = 0.27798



MCMCoprobit iteration 920001 of 1050000 
beta = 
   4.42482
  -0.12315
   3.11400
  -1.05682
   1.15990
   0.97776
   0.32153
  -1.23997
   1.49099
   1.26503
  -0.91199
   1.71077
  -0.96939
  -0.29777
   0.63286
   1.81994
   0.33556
  -1.25144
  -0.41152
  -1.09848
   0.65349
   0.95401
   1.45859
  -0.16186
  -3.84301
  -3.19292
  -2.94234
  -3.97749
  -2.08004
  -2.80784
  -4.84515
  -3.84340
  -5.01292
  -4.50809
  -3.83887
  -4.27579
  -5.52896
  -5.21233
  -4.69879
  -4.73418
  -2.86933
  -4.14394
  -2.72960
  -3.17138
  -3.99826
  -4.25873
  -1.99865
  -4.44057
Metropolis acceptance rate for gamma = 0.27796



MCMCoprobit iteration 930001 of 1050000 
beta = 
   4.19801
   0.28101
   4.06194
  -0.99363
   1.32192
   1.45885
   0.64207
  -0.82804
   1.73488
   1.28389
  -0.99952
   1.78591
  -0.18883
   0.46977
   1.05746
   2.07309
   0.59284
  -0.97133
   0.27190
  -0.00349
   0.20806
   1.01893
   2.43452
   0.76252
  -3.38630
  -2.76024
  -3.17078
  -3.97732
  -1.68681
  -2.34504
  -4.06413
  -4.51083
  -4.85525
  -3.72364
  -3.12673
  -4.07189
  -4.48480
  -5.29598
  -4.36606
  -4.31475
  -2.59727
  -3.34542
  -3.02224
  -3.30360
  -4.17544
  -3.61334
  -1.67573
  -3.78685
Metropolis acceptance rate for gamma = 0.27800



MCMCoprobit iteration 940001 of 1050000 
beta = 
   3.86991
   0.36082
   3.50504
  -1.04287
   0.83550
   0.63808
   0.33898
  -0.88961
   1.11135
   2.06862
  -0.73923
   2.02550
  -0.93305
   0.21411
   0.73715
   2.37068
   0.14459
  -1.46624
  -0.21759
  -0.03887
   0.59533
   1.15741
   1.72572
  -0.00862
  -3.38636
  -2.63062
  -2.62468
  -3.04855
  -1.41456
  -2.56272
  -4.26828
  -3.88476
  -4.41556
  -3.73462
  -2.95830
  -4.28055
  -3.89452
  -4.54356
  -3.89551
  -4.24598
  -2.43112
  -3.71424
  -2.72048
  -2.65247
  -3.96064
  -3.17866
  -1.75647
  -3.47154
Metropolis acceptance rate for gamma = 0.27801



MCMCoprobit iteration 950001 of 1050000 
beta = 
   4.32961
   0.02782
   4.01935
  -0.76056
   1.20530
   1.17942
   0.55207
  -0.88414
   1.04680
   1.57959
  -0.61089
   2.15179
  -0.52260
   0.04833
   1.04819
   2.38132
   0.55903
  -1.16430
  -0.50388
  -0.38024
   0.29259
   1.19771
   2.00645
   0.44635
  -3.47122
  -3.10198
  -3.21393
  -3.62508
  -1.83731
  -2.69296
  -4.33502
  -4.47233
  -5.13739
  -4.26826
  -3.44406
  -4.33551
  -4.90805
  -5.31864
  -4.79595
  -4.56900
  -3.13485
  -4.21490
  -3.23697
  -2.90011
  -4.81917
  -4.56072
  -2.21369
  -4.15657
Metropolis acceptance rate for gamma = 0.27800



MCMCoprobit iteration 960001 of 1050000 
beta = 
   4.16584
   0.26365
   3.63110
  -1.32580
   1.18817
   1.04585
   0.18936
  -1.11941
   1.16676
   1.70336
  -0.61254
   1.73291
  -0.54168
   0.12973
   0.85434
   1.87675
   0.57506
  -0.76258
  -0.32355
  -0.23933
   0.42506
   1.33356
   1.94638
   0.20479
  -3.36919
  -2.38149
  -3.61257
  -3.82968
  -2.05034
  -2.82571
  -4.23672
  -4.18350
  -4.65885
  -4.03764
  -2.87686
  -4.09176
  -4.45603
  -4.98590
  -4.14961
  -3.72487
  -3.16221
  -3.68589
  -3.05894
  -2.94255
  -4.30629
  -3.34795
  -1.84796
  -3.89324
Metropolis acceptance rate for gamma = 0.27809



MCMCoprobit iteration 970001 of 1050000 
beta = 
   4.38308
  -0.30316
   3.17333
  -1.43595
   0.69007
   0.59828
   0.01290
  -1.45717
   1.20611
   1.21511
  -1.11629
   2.09966
  -0.58498
  -0.23966
   0.35770
   1.64864
   0.30254
  -1.16464
  -0.59846
  -0.08228
   0.06789
   0.83141
   1.50463
  -0.20511
  -3.75144
  -2.54200
  -3.81663
  -3.97576
  -2.05445
  -2.37651
  -3.72429
  -3.90982
  -4.88821
  -4.53648
  -3.53514
  -4.30955
  -5.00805
  -5.05698
  -4.30851
  -4.42865
  -3.28014
  -4.32450
  -3.35208
  -3.17839
  -4.15280
  -4.18243
  -2.00302
  -4.31458
Metropolis acceptance rate for gamma = 0.27816



MCMCoprobit iteration 980001 of 1050000 
beta = 
   4.22378
  -0.00760
   3.43522
  -0.82309
   1.45031
   0.48961
   0.54713
  -1.42662
   1.54944
   1.36276
  -0.26527
   2.01057
  -0.82046
  -0.29390
   0.26128
   1.84533
   0.31576
  -0.91175
  -0.76799
  -0.33043
   0.37075
   1.07239
   1.90060
   0.13378
  -3.79443
  -2.67752
  -3.40085
  -4.07391
  -1.63628
  -2.36785
  -4.67791
  -3.86217
  -4.69364
  -4.04537
  -3.67222
  -3.79202
  -5.11645
  -5.02642
  -4.17089
  -4.54299
  -2.64352
  -3.66180
  -3.04735
  -2.86908
  -4.09182
  -3.94538
  -1.89241
  -4.05740
Metropolis acceptance rate for gamma = 0.27817



MCMCoprobit iteration 990001 of 1050000 
beta = 
   3.52929
   0.80860
   3.82567
  -0.76263
   1.65293
   1.69343
   0.72038
  -1.11738
   1.52525
   2.29935
  -0.25076
   2.17641
  -0.61483
   0.51089
   1.30036
   2.38699
   0.97244
  -0.51492
   0.09695
   0.27690
   0.80654
   1.44268
   2.24360
   0.88201
  -2.68331
  -2.24061
  -2.62111
  -2.82717
  -1.54786
  -2.33079
  -3.38147
  -3.09945
  -4.02357
  -3.13587
  -2.79821
  -3.66451
  -4.45230
  -3.97604
  -3.66317
  -3.80507
  -2.19030
  -3.50667
  -2.54463
  -2.63331
  -3.57087
  -3.62708
  -1.51132
  -3.18933
Metropolis acceptance rate for gamma = 0.27812



MCMCoprobit iteration 1000001 of 1050000 
beta = 
   4.28109
   0.00506
   3.03819
  -1.46628
   0.81479
   1.01206
  -0.03615
  -1.65191
   0.52489
   1.34685
  -0.76631
   1.72609
  -0.34373
   0.15934
   0.69286
   1.75169
   0.77438
  -0.87894
  -0.24622
  -0.18119
  -0.08222
   1.14239
   1.90066
   0.25014
  -3.57779
  -2.57034
  -3.37578
  -3.78550
  -1.89801
  -2.50154
  -4.27298
  -3.96773
  -5.08461
  -3.91562
  -3.74079
  -4.03074
  -4.88370
  -5.53686
  -4.00146
  -4.01419
  -2.94256
  -3.79355
  -2.98788
  -3.07129
  -4.01785
  -4.11206
  -2.14922
  -4.26823
Metropolis acceptance rate for gamma = 0.27818



MCMCoprobit iteration 1010001 of 1050000 
beta = 
   4.21150
   0.42383
   3.10200
  -1.02336
   1.00018
   0.83300
   0.28834
  -1.26271
   1.64337
   1.51573
  -0.68879
   1.74959
  -0.64141
  -0.33892
   0.66738
   2.01012
   0.51880
  -0.95795
  -0.38683
  -0.65422
   0.30946
   1.53030
   1.88299
   0.30028
  -3.43152
  -2.98099
  -3.25097
  -3.88301
  -2.28865
  -2.40661
  -3.84456
  -3.71203
  -4.98102
  -4.10072
  -3.77862
  -4.28189
  -5.11567
  -4.83446
  -4.57948
  -4.75425
  -3.23977
  -4.03947
  -3.47777
  -2.74155
  -3.97442
  -3.81669
  -1.75369
  -4.06203
Metropolis acceptance rate for gamma = 0.27823



MCMCoprobit iteration 1020001 of 1050000 
beta = 
   4.18925
   0.08546
   4.24304
  -0.73498
   1.33101
   1.05954
   0.65713
  -1.09774
   1.42933
   2.08144
  -0.52192
   1.97199
  -0.58385
   0.04944
   0.89932
   2.32903
   0.27580
  -1.11271
   0.01676
  -0.24233
   0.49772
   1.62656
   2.25990
   0.12918
  -3.56534
  -2.90297
  -3.14053
  -3.36903
  -1.90706
  -2.83085
  -4.39811
  -3.64360
  -4.96329
  -4.41421
  -3.18174
  -4.23083
  -4.76156
  -5.36341
  -4.68169
  -4.37772
  -2.62560
  -3.51618
  -3.11085
  -2.75935
  -3.95252
  -4.09546
  -1.93815
  -4.03791
Metropolis acceptance rate for gamma = 0.27822



MCMCoprobit iteration 1030001 of 1050000 
beta = 
   4.19930
  -0.03560
   3.61314
  -1.39817
   1.24382
   0.90217
   0.23351
  -1.32028
   0.59991
   1.21356
  -0.60568
   1.77765
  -0.37750
  -0.50399
   0.54094
   1.86045
   0.64628
  -1.04829
  -0.34094
  -0.08051
   0.16191
   1.44813
   1.69572
  -0.13522
  -3.48851
  -2.35071
  -3.26841
  -4.22102
  -2.16091
  -2.51250
  -3.90602
  -3.92105
  -4.72136
  -3.86869
  -3.67741
  -3.70817
  -4.82615
  -5.03898
  -4.33504
  -4.55927
  -3.23202
  -4.30531
  -3.20576
  -3.68551
  -4.23258
  -4.00660
  -1.93098
  -4.11830
Metropolis acceptance rate for gamma = 0.27821



MCMCoprobit iteration 1040001 of 1050000 
beta = 
   3.97647
   1.01906
   4.12759
  -0.68412
   1.55286
   1.41982
   0.53041
  -0.98123
   0.92977
   2.18241
  -0.22794
   1.59935
  -0.18652
   0.56921
   0.87778
   2.13933
   0.85183
  -1.04526
  -0.03535
   0.09125
   0.63332
   1.95131
   2.24106
   0.52013
  -3.17453
  -2.80250
  -2.29220
  -3.70326
  -1.58753
  -2.44703
  -4.15832
  -3.75735
  -4.60157
  -4.09398
  -3.42286
  -3.28922
  -4.96004
  -4.90093
  -4.05951
  -4.12027
  -2.56215
  -3.76934
  -2.99103
  -3.01858
  -3.65084
  -3.51266
  -1.77949
  -4.23179
Metropolis acceptance rate for gamma = 0.27824



@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
The Metropolis acceptance rate for beta was 0.27831
@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
> 
> 
> save(b2.M2.out, file="MM3.2.b2.M2.out.Rda")
> 
> proc.time()
    user   system  elapsed 
1152.319    5.484 1392.245 
